
@book{Chang2009,
   author = {Chang, Pei-Chann and Tsai, Chi-Yang and Huang, Chiung-Hua and Fan,
   Chin-Yuan},
   affiliation = {Department of Information Management, Yuan Ze University,
   Taoyuan, 32026 Taiwan},
   title = {Application of a Case Base Reasoning Based Support Vector Machine for
   Financial Time Series Data Forecasting},
   booktitle = {Emerging Intelligent Computing Technology and Applications. With
   Aspects of Artificial Intelligence},
   series = {Lecture Notes in Computer Science},
   editor = {Huang, De-Shuang and Jo, Kang-Hyun and Lee, Hong-Hee and Kang,
   Hee-Jun and Bevilacqua, Vitoantonio},
   publisher = {Springer Berlin, Heidelberg},
   isbn = {978-3-642-04019-1},
   keyword = {Computer Science},
   pages = {294-304},
   volume = {5755},
   url = {http://dx.doi.org/10.1007/978-3-642-04020-7_32},
   year = {2009}
}

@TECHREPORT{colino2008new,
  title={New stochastic processes to model interest rates: LIBOR additive
  processes},
  author={Colino, J.P.},
	institution={Universidad Carlos III, Departamento de Estadística y
Econometría, in its series Statistics and Econometrics},
	year={2008}
	
}


@phdthesis{Malek_Kanawati_2009,
title={Case-based Reasoning in Knowledge Discovery and Data Mining},
journal={Recherche}, school={Wiely}, author={Malek, Maria and Kanawati, Rushed},
editor={Pal, Sankar K and Aha, David W and Gupta, Kalyan MEditors}, year={2009}
}


@article{Funk_Xiong_2006,
title={Case-Based Reasoning and Knowledge Discovery in Medical Applications With
Time Series}, volume={22},
url={http://doi.wiley.com/10.1111/j.1467-8640.2006.00286.x}, number={3-4},
journal={Computational Intelligence}, publisher={Blackwell Publishing},
author={Funk, Peter and Xiong, Ning}, year={2006}, pages={238--253}
}


@PHDTHESIS{Luciana2010,
  author =       "Luciana Conceicao Dias Campos",
  title =        "Modelo Estocastico Periodico baseado em Redes Neurais",
  school =       "PONTIFICIA UNIVERSIDADE CATOLICA DO RIO DE JANEIRO",
  year =         "2010",
  month =        "September",
	address = 		 "Rio de Janeiro - Brasil",
}

@article{gutjahr2011recent,
  title={Recent trends in metaheuristics for stochastic combinatorial
  optimization},
  author={Gutjahr, W.J.},
  journal={Central European Journal of Computer Science},
  volume={1},
  number={1},
  pages={58--66},
  year={2011},
  publisher={Springer}
}

@article{aamodt1994case,
  title={Case-based reasoning: Foundational issues, methodological variations,
  and system approaches},
  author={Aamodt, A. and Plaza, E.},
  journal={AI communications},
  volume={7},
  number={1},
  pages={39--59},
  year={1994},
  publisher={Citeseer}
}

@article{de2005retrieval,
  title={Retrieval, reuse, revision and retention in case-based reasoning},
  author={De Mantaras, R.L. and McSherry, D. and Bridge, D. and Leake, D. and
  Smyth, B. and Craw, S. and Faltings, B. and Maher, M.L. and Cox, M.T. and
  Forbus, K. and others},
  journal={Knowledge Engineering Review},
  volume={20},
  number={3},
  pages={215},
  year={2005},
  publisher={Citeseer}
}

@inproceedings{Chang:2009:ACB:1788154.1788194,
 author = {Chang, Pei-Chann and Tsai, Chi-Yang and Huang, Chiung-Hua and Fan,
 Chin-Yuan},
 title = {Application of a case base reasoning based support vector machine for
 financial time series data forecasting},
 booktitle = {Proceedings of the Intelligent computing 5th international
 conference on Emerging intelligent computing technology and applications},
 series = {ICIC'09},
 year = {2009},
 isbn = {3-642-04019-5, 978-3-642-04019-1},
 location = {Ulsan, South Korea},
 pages = {294--304},
 numpages = {11},
 url = {http://portal.acm.org/citation.cfm?id=1788154.1788194},
 acmid = {1788194},
 publisher = {Springer-Verlag},
 address = {Berlin, Heidelberg},
 keywords = {case base reasoning, classification, clustering, financial time
 series data, forecasting, support vector machine},
}

@article{arditi1999comparison,
  title={Comparison of case-based reasoning and artificial neural networks},
  author={Tokdemir, O.B. and Arditi, D.},
  journal={Journal of computing in civil engineering},
  volume={13},
  pages={162},
  year={1999}
}

@MASTERSTHESIS {prudencio2001projeto,
  title={Projeto H{\'\i}brido de Redes Neurais},
  author={Prudencio, R.B.C.},
	school ={Mestrado em ciencias da computacao - Universidade Federal de
Pernambuco}, 	
  month={Fevereiro},
	year={2002}
}

@article{vieirautiliza,
  title={Utiliza{\c{c}}{\~a}o de redes neurais artificiais para
  predi{\c{c}}{\~a}o de classes de solo em uma bacia hidrogr{\'a}fica no
  Dom{\'\i}nio de Mar de Morros C{\'e}sar da Silva Chagas Elp{\'\i}dio In{\'a}cio
  Fernandes Filho 2},
  author={Vieira, C.A.O. and de Carvalho J{\'u}nior, W. and Solos, E.}
}

@article{Han20091280,
title = "Analysis and modeling of multivariate chaotic time series based on
neural network",
journal = "Expert Systems with Applications",
volume = "36",
number = "2, Part 1",
pages = "1280 - 1290",
year = "2009",
note = "",
issn = "0957-4174",
doi = "DOI: 10.1016/j.eswa.2007.11.057",
url = "http://www.sciencedirect.com/science/article/pii/S0957417407005775",
author = "M. Han and Y. Wang",
keywords = "Multivariate time series",
keywords = "Neural network",
keywords = "Relations among different time series",
keywords = "Improved predictability",
abstract = "
A new nonlinear multivariate technique is proposed for modeling and predicting
chaotic time series with a view to improve estimates and predictions. With
analysis of the relations among different state spaces by the proposed method,
which introduces the reverse-predictability and time spans to discover the
underlying relationship, the connections among multivariate time series are
discussed before prediction. Then we predict the time series by multivariate
prediction. Though multivariate time series can bring more information about the
complex system, which can enhance the accuracy of prediction, they also bring a
too large number of input variables which may result in overfitting and poor
generalization abilities. To overcome the shortcomings, principal component
analysis (PCA) based on singular value decomposition (SVD) is used to extract
main features of multivariate time series and reducing the dimension of the model
inputs. Then based on Takens' delay time theory, the multivariate time series are
reconstructed. Subsequently, a four-layer feedforward neural network is trained
as the multivariate predictive model. Three simulation examples, that are coupled
Henon equation and two set of real world time series, are used to demonstrate the
validity of the proposed method."
}



@book{kantz2004nonlinear,
  title={Nonlinear time series analysis},
  author={Kantz, H. and Schreiber, T.},
  isbn={9780521529020},
  lccn={2003044031},
  series={Cambridge nonlinear science series},
  url={http://books.google.com.pe/books?id=RfQjAG2pKMUC},
  year={2004},
  publisher={Cambridge University Press}
}



@TECHREPORT{Alfaro2011,
  AUTHOR =        {Luis Casas and Cesar Beltran and Jose Herrera},
  TITLE =         {Sistema Inteligente para la Gestion Integrada del Recurso
  Hidrico, Caso: Cuenca del Rio Chili Arequipa},
  NUMBER =        {2011003},
  INSTITUTION =   {Catedra CONCYTEC, Universidad Nacional de San Agustin},
  ADDRESS =       {Arequipa, Peru},
  ABSTRACT =      {},
  KEYWORDS =      {},
  YEAR  =         {2011},
  }
	
	
%%%%%%%%%%%%%%%%%%%% RBC	
@article{craw2001maintaining,
  title={Maintaining Retrieval Knowledge in a Case-Based Reasoning System},
  author={Craw, S. and Jarmulak, J. and Rowe, R.},
  journal={Computational Intelligence},
  volume={17},
  number={2},
  pages={346--363},
  year={2001},
  publisher={Wiley Online Library}
}



@article{DeLoor20115145,
title = "Real-time retrieval for case-based reasoning in interactive
multiagent-based simulations",
journal = "Expert Systems with Applications",
volume = "38",
number = "5",
pages = "5145 - 5153",
year = "2011",
note = "",
issn = "0957-4174",
doi = "DOI: 10.1016/j.eswa.2010.10.048",
url = "http://www.sciencedirect.com/science/article/pii/S0957417410011929",
author = "Pierre De Loor and Romain Bénard and Pierre Chevaillier",
keywords = "Case-based reasoning",
keywords = "Simulation",
keywords = "Real-time",
keywords = "Multiagent system",
abstract = "
The aim of this paper is to present the principles and results about case-based
reasoning adapted to real-time interactive simulations, more precisely concerning
retrieval mechanisms. The article begins by introducing the constraints involved
in interactive multiagent-based simulations. The second section presents a
framework stemming from case-based reasoning by autonomous agents. Each agent
uses a case base of local situations and, from this base, it can choose an action
in order to interact with other autonomous agents or users' avatars. We
illustrate this framework with an example dedicated to the study of dynamic
situations in football. We then go on to address the difficulties of conducting
such simulations in real-time and propose a model for case and for case base.
Using generic agents and adequate case base structure associated with a dedicated
recall algorithm, we improve retrieval performance under time pressure compared
to classic CBR techniques. We present some results relating to the performance of
this solution. The article concludes by outlining future development of our
project."
}


@article{lee2010using,
  title={Using Planning and Case-Based Reasoning for Web Service Composition},
  author={Lee, C.H.L. and Liu, A. and Huang, H.H.},
  journal={Journal ref: Journal of Advanced Computational Intelligence and
  Intelligent Informatics},
  volume={14},
  number={5},
  pages={540--548},
  year={2010}
}

@inproceedings{lee2008case,
  title={A case-based planning approach for agent-based service-oriented
  systems},
  author={Lee, C.H.L. and Cheng, K.Y.R. and Liu, A.},
	institution={Dept. of Computer Science \& Inf. Eng., Nanhua Univ., Chiayi},
	note={Dept. of Computer Science \& Inf. Eng., Nanhua Univ., Chiayi},
  booktitle={Systems, Man and Cybernetics, 2008. SMC 2008. IEEE International
  Conference on},
  pages={625--630},
  year={2008},
  organization={IEEE},
	
}

@inproceedings{lajmi2006wesco_cbr,
  title={WeSCo CBR: Web services via case based reasoning},
  author={Lajmi, S. and Ghedira, C. and Benslimane, D.},
  booktitle={ICEBE 06. IEEE International Conference},
  pages={618--622},
  year={2006},
  organization={IEEE}
}

@article {SRES:SRES976,
author = {He, Wu and Xu, Li D. and Means, Tawnya and Wang, Pan},
title = {Integrating web 2.0 with the case-based reasoning cycle: A systems
approach},
journal = {Systems Research and Behavioral Science},
volume = {26},
number = {6},
publisher = {John Wiley & Sons, Ltd.},
issn = {1099-1743},
url = {http://dx.doi.org/10.1002/sres.976},
doi = {10.1002/sres.976},
pages = {717--728},
keywords = {case-based reasoning, CBR 2.0, web 2.0, blogs, RSS, systems approach,
systems science, systems research},
year = {2009},
}

@inproceedings{smyth2009experience,
  title={The experience web: A case-based reasoning perspective},
  author={Smyth, B. and Champin, P.},
  booktitle={Grand Challenges for reasoning from experiences, Workshop at
  IJCAI},
  volume={9},
  year={2009}
}

@book{pal2004foundations,
  title={Foundations of soft case-based reasoning},
  author={Pal, S.K. and Shiu, S.C.K.},
  isbn={9780471086352},
  lccn={30213420},
  series={Wiley series on intelligent systems},
  url={http://books.google.com.pe/books?id=H8wgo5vvzGkC},
  year={2004},
  publisher={John Wiley \& Sons}
}


@article{Bao:2011:NNL:1890922.1890987,
 author = {Bao, Haibo and Cao, Jinde},
 title = {Delay-distribution-dependent state estimation for discrete-time
 stochastic neural networks with random delay},
 journal = {Journal of Neural Networks \& Computer Science},
 volume = {24},
 issue = {1},
 month = {January},
 year = {2011},
 issn = {0893-6080},
 pages = {19--28},
 numpages = {10},
 url = {http://dx.doi.org/10.1016/j.neunet.2010.09.010},
 doi = {http://dx.doi.org/10.1016/j.neunet.2010.09.010},
 acmid = {1890987},
 publisher = {Elsevier Science Ltd.},
 address = {Oxford, UK, UK},
 keywords = {Delay-distribution-dependent, Discrete-time stochastic neural
 networks, Linear matrix inequality, State estimation},
}

@article{OchoaRivera2008174,
title = "Prospecting droughts with stochastic artificial neural networks",
journal = "Journal of Hydrology",
volume = "352",
number = "1-2",
pages = "174 - 180",
year = "2008",
note = "",
issn = "0022-1694",
doi = "DOI: 10.1016/j.jhydrol.2008.01.006",
url = "http://www.sciencedirect.com/science/article/pii/S0022169408000322",
author = "Juan Camilo Ochoa-Rivera",
keywords = "Artificial neural networks",
keywords = "Droughts",
keywords = "Stochastic processes",
keywords = "Time series"
}


@article{el2011integrated,
  title={An integrated neural network stochastic dynamic programming model for
  optimizing the operation policy of Aswan High Dam},
  author={El-Shafie, AH and El-Manadely, MS},
  journal={Hydrology research},
  volume={42},
  number={1},
  pages={50--67},
  year={2011},
  publisher={IWA}
}

@article{wilkinson2009stochastic,
  title={Stochastic modelling for quantitative description of heterogeneous
  biological systems},
  author={Wilkinson, D.J.},
  journal={Nature Reviews Genetics},
  volume={10},
  number={2},
  pages={122--133},
  year={2009},
  publisher={Nature Publishing Group}
}

@article{meng2004modeling,
  title={Modeling and simulation of biological systems with stochasticity},
  author={Meng, T.C. and Somani, S. and Dhar, P.},
  journal={Silico Biol},
  volume={4},
  number={3},
  pages={293--309},
  year={2004},
  publisher={IOS Press}
}

@book{taylor2008modelling,
  title={Modelling financial time series},
  author={Taylor, S.J.},
  year={2008},
  publisher={World Scientific Pub Co Inc}
}

@article{hochreiter2007financial,
  title={Financial scenario generation for stochastic multi-stage decision
  processes as facility location problems},
  author={Hochreiter, R. and Pflug, G.C.},
  journal={Annals of Operations Research},
  volume={152},
  number={1},
  pages={257--272},
  year={2007},
  publisher={Springer}
}

@book{loucks2005water,
  title={Water resources systems planning and management: an introduction to
  methods, models and applications},
  author={Loucks, D.P. and Van Beek, E. and Stedinger, J.R. and Dijkman, J.P.M.
  and Villars, M.T.},
  year={2005},
  publisher={Paris: UNESCO}
}

@article{thomas1962mathematical,
  title={Mathematical synthesis of streamflow sequences for the analysis of river
  basins by simulation},
  author={Thomas, HA and Fiering, MB},
  journal={Design of water resource systems},
  pages={459--493},
  year={1962}
}

@article{cadavid2008genera,
  title={Generaci{\'o}n de series sinteticas de caudales usando un Modelo Matalas
  con medias condicionadas},
  author={Cadavid, J.M. and Salazar, J.E.},
  journal={Avances en Recursos Hidr{\'a}ulicos},
  pages={17--24},
  year={2008},
}

@article{unal2004annual,
  title={Annual and monthly rainfall data generation schemes},
  author={{\"U}nal, NE and Aksoy, H. and Akar, T.},
  journal={Stochastic Environmental Research and Risk Assessment},
  volume={18},
  number={4},
  pages={245--257},
  year={2004},
  publisher={Springer}
}

@book{srikanthan2002stochastic,
  title={Stochastic generation of monthly rainfall data},
  author={Srikanthan, R. and McMahon, T.A. and Sharma, A. and Cooperative
  Research Centre for Catchment Hydrology},
  year={2002},
  publisher={CRC for Catchment Hydrology}
}

@book{singh2003water,
  title={Water resources system operation: proceedings of the International
  Conference on Water and Environment (WE-2003), December 15-18, 2003, Bhopal,
  India},
  author={Singh, V.P. and Yadava, R.N.},
  number={v. 1},
  isbn={9788177645484},
  series={Proceedings of the International Conference on Water and Environment
  (WE-2003) : December 15 - 18, 2003, Bhopal, India / ed. by Vijay P. Singh .?},
  url={http://books.google.com.pe/books?id=Bge-0XX6ip8C},
  year={2003},
  publisher={Allied Publishers}
}


@book{clarke1994statistical,
  title={Statistical modelling in hydrology},
  author={Clarke, R.T.},
  isbn={9780471950165},
  lccn={94004944},
  url={http://books.google.com.pe/books?id=Z1fuAAAAMAAJ},
  year={1994},
  publisher={Wiley \& Sons}
}


@book{international1985international,
  title={International journal of modelling \& simulation},
  author={International Association of Science and Technology for Development},
  number={v. 5-7},
  url={http://books.google.com.pe/books?id=H6xPAAAAYAAJ},
  year={1985},
  publisher={ACTA Press}
}


@book{bear2008modeling,
  title={Modeling Time Series of Groundwater Flow and Contaminant Transport},
  author={Cheng, A.H.D. and Bear, J.},
  isbn={9781402066818},
  series={Theory and Applications of Transport in Porous Media},
  url={http://books.google.com.pe/books?id=IvQtpdz9pWEC},
  year={2008},
  publisher={Springer}
}

@book{diane1993modeling,
  title={Modeling of Monthly Intermittent Streamflow Processes},
  author={DIANE Publishing Company},
  isbn={9781568064703},
  url={http://books.google.com.pe/books?id=w4xD4GOKj7QC},
  year={1993},
  publisher={DIANE Publishing Company}
}



@book{brockwell2009time,
  title={Time Series: Theory and Methods},
  author={Brockwell, P.J. and Davis, R.A.},
  isbn={9781441903198},
  series={Springer Series in Statistics},
  url={http://books.google.com.pe/books?id=\_DcYu\_EhVzUC},
  year={2009},
  publisher={Springer}
}


@book{brillinger2001time,
  title={Time series: data analysis and theory},
  author={Brillinger, D.R.},
  isbn={9780898715019},
  lccn={2001034170},
  series={Classics in applied mathematics},
  url={http://books.google.com.pe/books?id=PX5HExMKER0C},
  year={2001},
  publisher={Society for Industrial and Applied Mathematics}
}


@article{jaeger2000observable,
  title={Observable operator models for discrete stochastic time series},
  author={Jaeger, H.},
  journal={Neural Computation},
  volume={12},
  number={6},
  pages={1371--1398},
  year={2000},
  publisher={MIT Press}
}

@ARTICLE{Zicari91,
  AUTHOR =       "Roberto Zicari",
  TITLE =        "Framework for schema updates in an object-oriented database
  system",
  JOURNAL =      "Proceedings of international conference on data engineering of
  IEEE",
  YEAR =         "1991",
  volume =       "Vol 1",
  number =       "N7",
  pages =        "pages 2-13",
  month =        "April",
  note =         "Kobe, Japan",}

% ---------------------------------------------------------------------



%%%%%%%%%%%%%%%%%%%%RBC

%% Clasificadores.
@phdthesis{keysers2006modeling,
  title={Modeling of image variability for recognition},
  author={Keysers, D.},
  year={2006},
  school={Ph. D. thesis, RWTH Aachen University, Aachen, Germany}
}

@article{kohavi1998glossary,
  title={Glossary of terms},
  author={Kohavi, R. and Provost, F.},
  journal={Machine Learning},
  volume={30},
  number={June},
  pages={271--274},
  year={1998},
  publisher={Springer Netherlands}
}




@inproceedings{pawletta95matlab,
  title={A MATLAB toolbox for distributed and parallel processing},
  author={Pawletta, S. and Drewelow, W. and Duenow, P. and Pawletta, T. and
  Suesse, M.},
  booktitle={Proceedings of the MATLAB Conference},
  volume={95},
	year={2009},
  organization={Citeseer}
}

@article{mathworks2010language,
  title={MATLAB: The language of technical computing},
  author={MathWorks, M.},
  journal={At: http://www. mathworks. com},
  year={2010}
}


%%Computacion paralela

@inproceedings{su2011parallel,
  title={A parallel region based object recognition system},
  author={Su, B.Y. and Brutch, T.G. and Keutzer, K.},
  booktitle={Applications of Computer Vision (WACV), 2011 IEEE Workshop on},
  pages={81--88},
  year={2011},
  organization={IEEE}
}

@inproceedings{shei2011automating,
  title={Automating GPU computing in MATLAB},
  author={Shei, C.Y. and Ratnalikar, P. and Chauhan, A.},
  booktitle={Proceedings of the international conference on Supercomputing},
  pages={245--254},
  year={2011},
  organization={ACM}
}

@article{hoegerintroduccion,
  title={Introducci{\'o}n a la Computaci{\'o}n Paralela},
  author={Hoeger, H.},
  journal={Universidad de Los Andes},
	year={2006}
}


@book{almeida2008introduccion,
  title={Introducci{\'o}n a la programaci{\'o}n paralela},
  author={Almeida, F. and Gim{\'e}nez, D. and Mantas, J.M. and Vidal, A.M.},
  year={2008},
  publisher={Paraninfo Cengage Learning}
}



%%Reconocimiento de patrones


@article{wang2010word,
  title={Word spotting in the wild},
  author={Wang, K. and Belongie, S.},
  journal={Computer Vision--ECCV 2010},
  pages={591--604},
  year={2010},
  publisher={Springer}
}

@inproceedings{sebastian2002metric,
  title={Metric-based shape retrieval in large databases},
  author={Sebastian, T.B. and Kimia, B.B.},
  booktitle={Pattern Recognition, 2002. Proceedings. 16th International
  Conference on},
  volume={3},
  pages={291--296},
  year={2002},
  organization={IEEE}
}

@article{decoste2002training,
  title={Training invariant support vector machines},
  author={Decoste, D. and Sch{\\"o}lkopf, B.},
  journal={Machine Learning},
  volume={46},
  number={1},
  pages={161--190},
  year={2002},
  publisher={Springer}
}

@inproceedings{hotta2007transform,
  title={Transform-Invariance in Local Averaging Classifier for Handwritten Digit
  Pattern Recognition},
  author={Hotta, S.},
  booktitle={Document Analysis and Recognition, 2007. ICDAR 2007. Ninth
  International Conference on},
  volume={1},
  pages={347--351},
  year={2007},
  organization={IEEE}
}

@article{ciresan2011high,
  title={High-Performance Neural Networks for Visual Object Classification},
  author={Cire{\c{s}}an, D.C. and Meier, U. and Masci, J. and Gambardella, L.M.
  and Schmidhuber, J.},
  journal={Arxiv preprint arXiv:1102.0183},
  year={2011}
}

@article{cire?an2010deep,
  title={Deep, big, simple neural nets for handwritten digit recognition},
  author={Cire{\c{s}}an, D.C. and Meier, U. and Gambardella, L.M. and
  Schmidhuber, J.},
  journal={Neural computation},
  volume={22},
  number={12},
  pages={3207--3220},
  year={2010},
  publisher={MIT Press}
}

@article{lecun1995learning,
  title={Learning algorithms for classification: A comparison on handwritten
  digit recognition},
  author={LeCun, Y. and Jackel, LD and Bottou, L. and Cortes, C. and Denker, J.S.
  and Drucker, H. and Guyon, I. and Muller, UA and Sackinger, E. and Simard, P.
  and others},
  journal={Neural networks: the statistical mechanics perspective},
  volume={261},
  pages={276},
  year={1995},
  publisher={Citeseer}
}

@article{belongie2002shape,
  title={Shape matching and object recognition using shape contexts},
  author={Belongie, S. and Malik, J. and Puzicha, J.},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  pages={509--522},
  year={2002},
  publisher={Published by the IEEE Computer Society}
}
@article{liu2004handwritten,
  title={Handwritten digit recognition: investigation of normalization and
  feature extraction techniques},
  author={Liu, C.L. and Nakashima, K. and Sako, H. and Fujisawa, H.},
  journal={Pattern Recognition},
  volume={37},
  number={2},
  pages={265--279},
  year={2004},
  publisher={Elsevier}
}

@inproceedings{bottou1994comparison,
  title={Comparison of classifier methods: a case study in handwritten digit
  recognition},
  author={Bottou, L. and Cortes, C. and Denker, J.S. and Drucker, H. and Guyon,
  I. and Jackel, L.D. and LeCun, Y. and Muller, U.A. and Sackinger, E. and
  Simard, P. and others},
  booktitle={Pattern Recognition, 1994. Vol. 2-Conference B: Computer Vision \&
  Image Processing., Proceedings of the 12th IAPR International. Conference on},
  volume={2},
  pages={77--82},
  year={1994},
  organization={IEEE}
}

@article{liu2003handwritten,
  title={Handwritten digit recognition: benchmarking of state-of-the-art
  techniques},
  author={Liu, C.L. and Nakashima, K. and Sako, H. and Fujisawa, H.},
  journal={Pattern Recognition},
  volume={36},
  number={10},
  pages={2271--2285},
  year={2003},
  publisher={Elsevier}
}

@article{aldabas2002introduccion,
  title={Introducci{\'o}n al reconocimiento de patrones mediante redes
  neuronales},
  author={Aldabas-Rubira, E.},
  journal={Jornadas de Conferencias de Ingenier{\'\i}a Electr{\'o}nica JCEE},
  volume={2},
  year={2002}
}

@article{gomez1998experimental,
  title={Experimental study of a novel neuro-fuzzy system for on-line handwritten
  UNIPEN digit recognition},
  author={Gomez Sanchez, E. and Gago Gonz{\'a}lez, J{\'A} and Dimitriadis, YA and
  Cano Izquierdo, JM and L{\'o}pez Coronado, J.},
  journal={Pattern Recognition Letters},
  volume={19},
  number={3-4},
  pages={357--364},
  year={1998},
  publisher={Elsevier}
}


@article{palmer2008pattern,
  title={Pattern Classification via Unsupervised Learners},
  author={Palmer, N.J.},
  year={2008},
  publisher={Citeseer}
}
@article{boque2004analisis,
  title={An{\'a}lisis de componentes principales aplicado a la representaci{\'o}n
  de datos multidimensionales},
  author={Boqu{\'e}, R. and Ferr{\'e}, J.},
  journal={TECNICAS DE LABORATORIO-BARCELONA-},
  pages={214--219},
  year={2004},
  publisher={PUBLICA SA}
}

@article{aldabas2002introduccion,
  title={Introducci{\'o}n al reconocimiento de patrones mediante redes
  neuronales},
  author={Aldabas-Rubira, E.},
  journal={Jornadas de Conferencias de Ingenier{\'\i}a Electr{\'o}nica JCEE},
  volume={2},
  year={2002}
}

@article{navarrocaracterizacion,
  title={La caracterizaci{\'o}n de las im{\'a}genes},
  author={Navarro-Barrientos, J.E.},
	year={2001}
}


@article{ciresan2010deep,
  title={Deep Big Simple Neural Nets Excel on Handwritten Digit Recognition},
  author={Ciresan, D.C. and Meier, U. and Gambardella, L.M. and Schmidhuber,
  J.},
  journal={Arxiv preprint arXiv:1003.0358},
  year={2010}
}

@article{lecunmnist,
  title={The MNIST database of handwritten digits},
  author={LeCun, Y. and Cortes, C.},
	year={2011},
  journal={URL: http://yann. lecun. com/exdb/mnist}
}

@article{liu2003handwritten,
  title={Handwritten digit recognition: benchmarking of state-of-the-art
  techniques},
  author={Liu, C.L. and Nakashima, K. and Sako, H. and Fujisawa, H.},
  journal={Pattern Recognition},
  volume={36},
  number={10},
  pages={2271--2285},
  year={2003},
  publisher={Elsevier}
	
	
}

@article{vazquez2005clasificacion,
  title={Clasificaci{\'o}n de im{\'a}genes usando momentos de Zernike},
  author={V{\'a}zquez, S.X.},
  year={2005}
}
%%Fin de Bibliografía de reconocimiento de Patrones.


%%Bilbiografía de RBC

@article{weber1995examples,
  title={Examples and remindings in a case-based help system},
  author={Weber, G.},
  journal={Advances in Case-Based Reasoning},
  pages={165--177},
  year={1995},
  publisher={Springer}
}

@article{sebag1994rule,
  title={A rule-based similarity measure},
  author={Sebag, M. and Schoenauer, M.},
  journal={Topics in case-based reasoning},
  pages={119--131},
  year={1994},
  publisher={Springer}
}


@article{simoudis1992using,
  title={Using case-based retrieval for customer technical support},
  author={Simoudis, E.},
  journal={IEEE Expert},
  volume={7},
  number={5},
  pages={7--12},
  year={1992},
  publisher={IEEE}
}

@article{bonzano1997using,
  title={Using introspective learning to improve retrieval in CBR: A case study
  in air traffic control},
  author={Bonzano, A. and Cunningham, P. and Smyth, B.},
  journal={Case-Based Reasoning Research and Development},
  pages={291--302},
  year={1997},
  publisher={Springer}
}


@article{bareiss1989exemplar,
  title={Exemplar-based knowledge acquisition},
  author={Bareiss, R.},
  journal={Perspectives in artificial intelligence},
  volume={2},
  pages={1--169},
  year={1989}
}

@book{hinrichs1992problem,
  title={Problem solving in open worlds: A case study in design},
  author={Hinrichs, T.R.},
  year={1992},
  publisher={Lawrence Erlbaum}
}


@book{hammond1989case,
  title={Case-based planning: viewing planning as a memory task},
  author={Hammond, K.J.},
  year={1989},
  publisher={Academic Press Professional, Inc.}
}
@inproceedings{sycara1988using,
  title={Using case-based reasoning for plan adaptation and repair},
  author={Sycara, K.},
  booktitle={Proceedings of the DARPA Case-Based Reasoning Workshop},
  volume={425},
  pages={434},
  year={1988}
}

@article{simpson1985computer,
  title={A computer model of case-based reasoning in problem solving: an
  investigation in the domain of dispute mediation},
  author={Simpson, R.L.},
  year={1985},
  publisher={Georgia Institute of Technology}
}

@article{kolodner1983reconstructive,
  title={Reconstructive memory: A computer model*},
  author={Kolodner, J.L.},
  journal={Cognitive Science},
  volume={7},
  number={4},
  pages={281--328},
  year={1983},
  publisher={Elsevier}
}

@article{kolodner1983maintaining,
  title={Maintaining organization in a dynamic long-term memory*},
  author={Kolodner, J.L.},
  journal={Cognitive science},
  volume={7},
  number={4},
  pages={243--280},
  year={1983},
  publisher={Elsevier}
}

@article{schank1982dynamic,
  title={Dynamic memory: A theory of reminding and learning in computers and
  people},
  author={Schank, R.C.},
  journal={New York},
  year={1982}
}

@book{schank1977scripts,
  title={Scripts, plans, goals and understanding: An inquiry into human knowledge
  structures},
  author={Schank, R.C. and Abelson, R.P. and others},
  volume={2},
  year={1977},
  publisher={Lawrence Erlbaum Associates Nueva Jersey}
}


@article{tversky1977features,
  title={Features of similarity.},
  author={Tversky, A.},
  journal={Psychological review},
  volume={84},
  number={4},
  pages={327},
  year={1977},
  publisher={American Psychological Association}
}

@book{kolodner1993case,
  title={Case-based reasoning},
  author={Kolodner, J.L.},
  isbn={9781558602373},
  lccn={93035703},
  series={Morgan Kaufmann Series in Representation and Reasoning Series},
  url={http://books.google.com/books?id=RrhQAAAAMAAJ},
  year={1993},
  publisher={Morgan Kaufmann Publishers}
}


@book{zadeh2003,
  title={Foreword of foundations of soft case-based reasoning},
  author={Lotfi Zadeh},
  year={2003},
  publisher={Berkely, CA}
}

@article{lecunmnisturl,
  title={MNIST handwritten digit database},
  author={LeCun, Y.},
  journal={AT\&T Labs [Online]. Available: http://yann. lecun. com/exdb/mnist}
}

@inproceedings{catanzaro2008fast,
  title={Fast support vector machine training and classification on graphics
  processors},
  author={Catanzaro, B. and Sundaram, N. and Keutzer, K.},
  booktitle={Proceedings of the 25th international conference on Machine
  learning},
  pages={104--111},
  year={2008},
  organization={ACM}
}

@article{oliveira2004support,
  title={Support vector machines for handwritten numerical string recognition},
  author={Oliveira, L.S. and Sabourin, R.},
  year={2004},
  publisher={IEEE Computer Society}
}

@article{keysers2007comparison,
  title={Comparison and Combination of State-of-the-art Techniques for
  Handwritten Character Recognition: Topping the MNIST Benchmark},
  author={Keysers, D.},
  journal={Arxiv preprint arXiv:0710.2231},
  year={2007}
}

@article{lecunmnist,
  title={MNIST handwritten digit database},
  author={LeCun, Y.},
  journal={AT\&T Labs [Online]. Available: http://yann. lecun. com/exdb/mnist}
}



@article{lecun2010mnist,
  title={The MNIST database},
  author={LeCun, Y. and Cort{\'e}s, C.},
  journal={Tomado en Noviembre del},
  year={2010}
}


%%%%%%%%%%%%%%%%% procesos estocasticos y series de tiempo

@techreport{segovia2011,
title={Informe técnico sobre caracteristicas hidrometereologicas de la cuenca del
Rio Chili},
author={Javier Segovia Gomez},
publisher={Proyecto de modernización de la cuenca CAPLINA OCOÑA - Banco
Interamericano de Desarrollo},
year={2011}
}

@book{2007introduccionPE,
  title={Introducci{\'o}n a las series de tiempo. M{\'e}todos param{\'e}tricos},
  author={Fredy Omar Perez Ramirez},
  isbn={9789589801079},
  url={http://books.google.com.pe/books?id=KvLhxFPwvsUC},
  publisher={Editora Correo Restrepo},
	year={2007}
}


%%%%%%%%%%%% estadistica Yvan


@MISC{Gual2009,
  author = {Luis Medina Gual},
  title = {Una mirada a través del lente estadístico},
  year = {2009}
}

@PHDTHESIS{TorresSanabria2007,
  author = {Torres Sanabria, L.D. and others},
  title = {Formulaci{\'o}n y evaluaci{\'o}n de posibles modelos de crecimiento
	del tr{\'a}nsito en la ciudad de Pereira en funci{\'o}n de variables
	indirectas medibles},
  school = {Universidad Nacional de Colombia-Sede Manizales},
  year = {2007}
}

@ARTICLE{vallejocorrelación,
  author = {Vallejo, P.M.},
  title = {Correlaci{\'o}n y regresi{\'o}n, simple y m{\'u}ltiple},
  journal = {Ninguna},
  year = {2011}
}

@ARTICLE{Viessman2003,
  author = {Viessman, W. and Lewis, G.},
  title = {Introduction to hydrology},
  journal = {Recherche},
  year = {2003},
  volume = {67},
  pages = {02}
}


%%%%%%%%%%%%%%%%%%% ref de yessi.

@MASTERSTHESIS{gutierrez2003,
  AUTHOR =       {GUTIERREZ, J.},
  TITLE =        {Monitoramento da instrumentaco da barragem de corumbai por
  redes neurais e modelos de box and jenkins},
  SCHOOL =       {Departamento de Engenharia Civil},
  YEAR =         {2003},
  type =         {Dissertacao de mestrado Pontifica Universidade Catolica do Rio
  de Janeiro},
  month =        {Setembro}
}




@BOOK{haykin2001,
  AUTHOR =       {HAYKIN, S.},
  editor =       {Bookman},
  TITLE =        {Redes Neurais: Princípios e Prática.},
  YEAR =         {2001},
  address =      {Porto Alegre, RS},

}



@ARTICLE{tang1991,
  AUTHOR =       {TANG, Z.; ALMEIDA, C. F. P. A.},
  TITLE =        {Time series forecasting using neural networks vs box-jenkins
  methodology. },
  JOURNAL =      {SIMULATION},
  YEAR =         {1991},
  volume =       {57},
  pages =        {303-310},

}




%%%%%%%%%%%%%%%%% Metodos de acceso métrico
@article{Chavez2001,
 author = {Ch\'{a}vez, Edgar and Navarro, Gonzalo and Baeza-Yates, Ricardo and
 Marroqu\'{\i}n, Jos{\'e} Luis},
 title = {Searching in metric spaces},
 journal = {ACM Comput. Surv.},
 issue_date = {September 2001},
 volume = {33},
 number = {3},
 month = sep,
 year = {2001},
 issn = {0360-0300},
 pages = {273--321},
 numpages = {49},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {Curse of dimensionality, nearest neighbors, similarity searching,
 vector spaces},
}


@book{Zezula2006,
   author = "Pavel Zezula and Giuseppe Amato and Vlastislav Dohnal and Michal
   Batko",
   title = "Similarity Search: The Metric Space Approach",
   publisher = "Springer",
   series = "Advances in Database Systems",
   volume = "32",
   year = "2006",
   isbn = "0-387-29146-6",
}

@inproceedings{Baeza1994,
  author    = {Ricardo A. Baeza-Yates and
               Walter Cunto and
               Udi Manber and
               Sun Wu},
  title     = {Proximity Matching Using Fixed-Queries Trees},
  booktitle = {CPM},
  year      = {1994},
  pages     = {198-212},
}

@article{Uhlmann1991,
  author    = {Jeffrey K. Uhlmann},
  title     = {Satisfying General Proximity/Similarity Queries with Metric
               Trees},
  journal   = {Inf. Process. Lett.},
  volume    = {40},
  number    = {4},
  year      = {1991},
  pages     = {175-179},

}

@article{Ruiz1986,
 author = {Ruiz, E V},
 title = {An algorithm for finding nearest neighbours in (approximately) constant
 average time},
 journal = {Pattern Recogn. Lett.},
 issue_date = {July 1986},
 volume = {4},
 number = {3},
 month = jul,
 year = {1986},
 issn = {0167-8655},
 pages = {145--157},
 numpages = {13},
 acmid = {13011},
 publisher = {Elsevier Science Inc.},
 address = {New York, NY, USA},
}

@inproceedings{Filho2001,
  author    = {Roberto F. Santos Filho and
               Agma J. M. Traina and
               Caetano Traina Jr. and
               Christos Faloutsos},
  title     = {Similarity Search without Tears: The OMNI Family of All-purpose
               Access Methods},
  booktitle = {ICDE},
  year      = {2001},
  pages     = {623-630},
}

@inproceedings{Brin1995,
       booktitle = {21th International Conference on Very Large Data Bases (VLDB
       1995)},
           author    = {Sergey Brin},
  title     = {Near Neighbor Search in Large Metric Spaces},
  year      = {1995},
  pages     = {574-584},
}

@article{Navarro2002,
 author = {Navarro, Gonzalo},
 title = {Searching in metric spaces by spatial approximation},
 journal = {The VLDB Journal},
 issue_date = {August 2002},
 volume = {11},
 number = {1},
 month = aug,
 year = {2002},
 issn = {1066-8888},
 pages = {28--46},
 numpages = {19},
 publisher = {Springer-Verlag New York, Inc.},
 address = {Secaucus, NJ, USA},
}

@inproceedings{Bozkaya1997,
  author    = {Tolga Bozkaya and
               Z. Meral {\"O}zsoyoglu},
  title     = {Distance-Based Indexing for High-Dimensional Metric Spaces},
  booktitle = {SIGMOD Conference},
  year      = {1997},
  pages     = {357-368},

}

@inproceedings{Ciaccia1997,
 author = {Ciaccia, Paolo and Patella, Marco and Zezula, Pavel},
 title = {M-tree: An Efficient Access Method for Similarity Search in Metric
 Spaces},
 booktitle = {Proceedings of the 23rd International Conference on Very Large Data
 Bases},
 series = {VLDB '97},
 year = {1997},
 isbn = {1-55860-470-7},
 pages = {426--435},
 numpages = {10},
 publisher = {Morgan Kaufmann Publishers Inc.},
 address = {San Francisco, CA, USA},
}

@inproceedings{Caetano2000,
  author    = {Caetano Traina Jr. and
               Agma J. M. Traina and
               Bernhard Seeger and
               Christos Faloutsos},
  title     = {Slim-Trees: High Performance Metric Trees Minimizing Overlap
               Between Nodes},
  booktitle = {EDBT},
  year      = {2000},
  pages     = {51-65},
}

@article{Dohnal2003,
    address = {Hingham, MA, USA},
    author = {Dohnal, Vlastislav and Gennaro, Claudio and Savino, Pasquale and
    Zezula, Pavel},
    journal = {Multimedia Tools Appl.},
    keywords = {file-import-08-10-29, metric-db},
    number = {1},
    pages = {9--33},
    priority = {3},
    publisher = {Kluwer Academic Publishers},
    title = {{D-Index: Distance Searching Index for Metric Data Sets}},
    volume = {21},
    year = {2003}
}

@article{Hjaltason2003,
  author    = {G\'{\i}sli R. Hjaltason and
               Hanan Samet},
  title     = {Index-driven similarity search in metric spaces},
  journal   = {ACM Trans. Database Syst.},
  volume    = {28},
  number    = {4},
  year      = {2003},
  pages     = {517-580},

}

%%Algebra relacional

@article{romero2011describing,
  title={Describing analytical sessions using a multidimensional algebra},
  author={Romero, O. and Marcel, P. and Abell{\'o}, A. and Peralta, V. and Bellatreche, L.},
  journal={Data Warehousing and Knowledge Discovery},
  pages={224--239},
  year={2011},
  publisher={Springer}
}

@book{sumathi2007fundamentals,
  title={Fundamentals of Relational Database Management Systems},
  author={Sumathi, S. and Esakkirajan, S.},
  isbn={9783540483977},
  lccn={2006935984},
  series={Studies in Computational Intelligence},
  url={http://books.google.com.pe/books?id=RjnNA0GW0wsC},
  year={2007},
  publisher={Springer}
}

@article{hajdinjak2011extending,
  title={Extending the Relational Algebra with Similarities},
  author={HAJDINJAK, M. and BIERMAN, G.},
  journal={Poslano v Mathematical Structures in Computer Science},
  year={2011}
}

@book{elmasri2010database,
  title={Database Systems: Models, Languages, Design, and Application Programming},
  author={Elmasri, R. and Navathe, S.},
  isbn={9780132144988},
  lccn={2010010677},
  url={http://books.google.co6m.pe/books?id=NRsCQwAACAAJ},
  year={2010},
  publisher={Pearson}
}



%Huerfanitas%
@article{trujillo2010procesos,
  title={Procesos de L{\'e}vy y transformada de Fourier aplicados a la valoraci{\'o}n de opciones financieras},
  author={Trujillo, J.F.M.},
  journal={Odeon},
  number={5},
  pages={145--165},
  year={2010},
  publisher={Universidad Externado de Colombia}
}
@article{sosa2011valuacion,
  title={Valuaci{\'o}n de opciones en mercados de L{\'e}vy},
  author={Sosa, A.},
  year={2011}
}
